Journal of Informatics Development
Vol. 4 No. 1 (2025): Oktober 2025

Integration of Natural Language Processing in a Web-Based Translanguaging System for Arabic-Indonesian Language Learning

Reknadi, Danang Bagus (Unknown)
Abidin, Mohammad Mansyur (Unknown)
Choiri, Achmad Firman (Unknown)



Article Info

Publish Date
31 Oct 2025

Abstract

Arabic–Indonesian language learners often face challenges in understanding the contextual meaning of texts due to differences in morphological and syntactic structures between the two languages. To address this, this study proposes the development of a web-based translanguaging system integrated with Natural Language Processing (NLP) to help users understand and translate texts more meaningfully. This system was developed using the Waterfall model with stages of requirements analysis, design, implementation, testing, and maintenance. The implemented NLP module includes tokenization, part-of-speech tagging, and sentence structure analysis to produce translations that consider context, not just literal word equivalents. The implementation results show that the system is able to improve user comprehension of Arabic–Indonesian texts with a simple and accessible interface. Furthermore, the translation history feature supports continuous self-learning. Although the system still has limitations in handling idiomatic text and complex sentence structures, the NLP integration has proven effective in improving the quality of translanguaging. This research contributes to the development of bilingual learning technology and can be further developed using deep learning models such as BERT or mBERT to improve semantic and contextual accuracy.

Copyrights © 2025






Journal Info

Abbrev

jid

Publisher

Subject

Computer Science & IT

Description

Focus and Scope Journal of Informatics Development cover all topics under the fields of Informatics, Information System, Information Technology, Computer Science, and Computer Engineering. Informatics and Information system IT Audit Software Engineering Big Data and Data Mining Internet Of Thing ...